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Statistical Physics, Optimization, Inference, and Message-Passing Algorithms - Lecture Notes of the Les Houches School of Physics: Special Issue, October 2013 (Hardcover)
Florent Krzakala, Federico Ricci Tersenghi, Lenka Zdeborova, Riccardo Zecchina, Eric W. Tramel, …
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R2,437
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Ships in 12 - 17 working days
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In the last decade, there have been an increasing convergence of
interest and methods between theoretical physics and fields as
diverse as probability, machine learning, optimization and
compressed sensing. In particular, many theoretical and applied
works in statistical physics and computer science have relied on
the use of message passing algorithms and their connection to
statistical physics of spin glasses. The aim of this book,
especially adapted to PhD students, post-docs, and young
researchers, is to present the background necessary for entering
this fast developing field.
This book gathers the lecture notes of courses given at the 2011
summer school in theoretical physics in Les Houches, France,
Session XCVI. What is a quantum machine? Can we say that lasers and
transistors are quantum machines? After all, physicists advertise
these devices as the two main spin-offs of the understanding of
quantum mechanical phenomena. However, while quantum mechanics must
be used to predict the wavelength of a laser and the operation
voltage of a transistor, it does not intervene at the level of the
signals processed by these systems. Signals involve macroscopic
collective variables like voltages and currents in a circuit or the
amplitude of the oscillating electric field in an electromagnetic
cavity resonator. In a true quantum machine, the signal collective
variables, which both inform the outside on the state of the
machine and receive controlling instructions, must themselves be
treated as quantum operators, just as the position of the electron
in a hydrogen atom. Quantum superconducting circuits, quantum dots,
and quantum nanomechanical resonators satisfy the definition of
quantum machines. These mesoscopic systems exhibit a few collective
dynamical variables, whose fluctuations are well in the quantum
regime and whose measurement is essentially limited in precision by
the Heisenberg uncertainty principle. Other engineered quantum
systems based on natural, rather than artificial degrees of freedom
can also qualify as quantum machines: trapped ions, single Rydberg
atoms in superconducting cavities, and lattices of ultracold atoms.
This book provides the basic knowledge needed to understand and
investigate the physics of these novel systems.
This book gathers the lecture notes of courses given at the 2010
summer school in theoretical physics in Les Houches, France,
Session XCIV. Written in a pedagogical style, this volume
illustrates how the field of quantum gases has flourished at the
interface between atomic physics and quantum optics, condensed
matter physics, nuclear and high-energy physics, non-linear physics
and quantum information. The physics of correlated atoms in optical
lattices is covered from both theoretical and experimental
perspectives, including the Bose and Fermi Hubbard models, and the
description of the Mott transition. Few-body physics with cold
atoms has made spectacular progress and exact solutions for 3-body
and 4-body problems have been obtained. The remarkable collisional
stability of weakly bound molecules is at the core of the studies
of molecular BEC regimes in Fermi gases. Entanglement in quantum
many-body systems is introduced and is a key issue for quantum
information processing. Rapidly rotating quantum gases and
optically induced gauge fields establish a remarkable connection
with the fractional quantum Hall effect for electrons in
semiconductors. Dipolar quantum gases with long range and
anisotropic interaction lead to new quantum degenerate regimes in
atoms with large magnetic moments, or electrically aligned polar
molecules. Experiments with ultracold fermions show how quantum
gases serve as ''quantum simulators'' of complex condensed matter
systems through measurements of the equation of state. Similarly,
the recent observation of Anderson localization of matter waves in
a disordered optical potential makes a fruitful link with the
behaviour of electrons in disordered systems.
This book collects lecture courses and seminars given at the Les
Houches Summer School 2010 on "Quantum Theory: From Small to Large
Scales." Fundamental quantum phenomena appear on all scales, from
microscopic to macroscopic. Some of the pertinent questions include
the onset of decoherence, the dynamics of collective modes, the
influence of external randomness and the emergence of dissipative
behaviour. Our understanding of such phenomena has been advanced by
the study of model systems and by the derivation and analysis of
effective dynamics for large systems and over long times. In this
field, research in mathematical physics has regularly contributed
results that were recognized as essential in the physics community.
During the last few years, the key questions have been sharpened
and progress on answering them has been particularly strong. This
book reviews the state-of-the-art developments in this field and
provides the necessary background for future studies. All chapters
are written from a pedagogical perspective, making the book
accessible to master and PhD students and researchers willing to
enter this field.
The field of stochastic processes and Random Matrix Theory (RMT)
has been a rapidly evolving subject during the last fifteen years.
The continuous development and discovery of new tools, connections
and ideas have led to an avalanche of new results. These
breakthroughs have been made possible thanks, to a large extent, to
the recent development of various new techniques in RMT. Matrix
models have been playing an important role in theoretical physics
for a long time and they are currently also a very active domain of
research in mathematics. An emblematic example of these recent
advances concerns the theory of growth phenomena in the
Kardar-Parisi-Zhang (KPZ) universality class where the joint
efforts of physicists and mathematicians during the last twenty
years have unveiled the beautiful connections between this
fundamental problem of statistical mechanics and the theory of
random matrices, namely the fluctuations of the largest eigenvalue
of certain ensembles of random matrices. This text not only covers
this topic in detail but also presents more recent developments
that have emerged from these discoveries, for instance in the
context of low dimensional heat transport (on the physics side) or
integrable probability (on the mathematical side).
Over the last decade new experimental tools and theoretical
concepts are providing new insights into collective nonequilibrium
behavior of quantum systems. The exquisite control provided by
laser trapping and cooling techniques allows us to observe the
behavior of condensed bose and degenerate Fermi gases under
nonequilibrium drive or after `quenches' in which a Hamiltonian
parameter is suddenly or slowly changed. On the solid state front,
high intensity short-time pulses and fast (femtosecond) probes
allow solids to be put into highly excited states and probed before
relaxation and dissipation occur. Experimental developments are
matched by progress in theoretical techniques ranging from exact
solutions of strongly interacting nonequilibrium models to new
approaches to nonequilibrium numerics. The summer school `Strongly
interacting quantum systems out of equilibrium' held at the Les
Houches School of Physics as its XCIX session was designed to
summarize this progress, lay out the open questions and define
directions for future work. This books collects the lecture notes
of the main courses given in this summer school.
This book gathers the lecture notes of courses given at Session
CVII of the summer school in physics, entitled "Current Trends in
Atomic Physics" and held in July, 2016 in Les Houches, France.
Atomic physics provides a paradigm for exploring few-body quantum
systems with unparalleled control. In recent years, this ability
has been applied in diverse areas including condensed matter
physics, high energy physics, chemistry and ultra-fast phenomena as
well as foundational aspects of quantum physics. This book
addresses these topics by presenting developments and current
trends via a series of tutorials and lectures presented by
international leading investigators.
Many of the distinctive and useful phenomena of soft matter come
from its interaction with interfaces. Examples are the peeling of a
strip of adhesive tape, the coating of a surface, the curling of a
fiber via capillary forces, or the collapse of a porous sponge.
These interfacial phenomena are distinct from the intrinsic
behavior of a soft material like a gel or a microemulsion. Yet many
forms of interfacial phenomena can be understood via common
principles valid for many forms of soft matter. Our goal in
organizing this school was to give students a grasp of these common
principles and their many ramifications and possibilities. The Les
Houches Summer School comprised over fifty 90-minute lectures over
four weeks. Four four-lecture courses by Howard Stone, Michael
Cates, David Nelson and L. Mahadevan served as an anchor for the
program. A number of shorter courses and seminars rounded out the
school. This volume collects the lecture notes of the school.
The book gathers lecture notes of courses given at the 2014 summer
school on integrated biology in Les Houches, France, Session CII.
It addresses an emerging field ranging from molecules to cells and
to organisms. Through examples it presents a new way of thinking
using a combination of interdisciplinary and cutting-edge methods,
bridging physics and biology beyond current biophysics. Important
novel developments are expected in the coming years that may well
introduce paradigm shifts in biological science. The school had the
ambition to prepare participants to become major actors in these
breakthroughs. The power of integrated approaches is illustrated
through two cases: interactions between viruses and host cells, and
flower development. The role of forces in biology, as well as their
mathematical modeling, is illustrated in both processes: how they
allow flower organs to emerge or how they control membrane fusion
during virus budding. The book also underlines the importance of
conformational changes and dynamics of proteins particularly during
membrane processes. It explains how membrane proteins can be
handled and studied by molecular simulations. Finally, the book
also contains concepts in cell biology, in thermodynamics and
several novel approaches such as in-cell NMR. Altogether, the
chapters show how examining a biological system from different
viewpoints based on multidisciplinary aspects often leads to
enriching controversial arguments.
This book gathers the lecture notes of the 100th Les Houches Summer
School, which was held in July 2013. These lectures represent a
comprehensive pedagogical survey of the frontier of theoretical and
observational cosmology just after the release of the first
cosmological results of the Planck mission. The Cosmic Microwave
Background is discussed as a possible window on the still unknown
laws of physics at very high energy and as a backlight for studying
the late-time Universe. Other lectures highlight connections of
fundamental physics with other areas of cosmology and astrophysics,
the successes and fundamental puzzles of the inflationary paradigm
of cosmic beginning, the themes of dark energy and dark matter, and
the theoretical developments and observational probes that will
shed light on these cosmic conundrums in the years to come.
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